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Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm

Aiming at the problems of long sharing time, low accuracy, recall, and F1 value in the traditional data sharing method of college dance teaching resource database, a data sharing method of college dance teaching resource database based on PSO algorithm is proposed. Multiple regression KNN method is...

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Detalles Bibliográficos
Autores principales: ZhuGe, Xulong, Cao, Haibin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9402334/
https://www.ncbi.nlm.nih.gov/pubmed/36035821
http://dx.doi.org/10.1155/2022/2162981
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author ZhuGe, Xulong
Cao, Haibin
author_facet ZhuGe, Xulong
Cao, Haibin
author_sort ZhuGe, Xulong
collection PubMed
description Aiming at the problems of long sharing time, low accuracy, recall, and F1 value in the traditional data sharing method of college dance teaching resource database, a data sharing method of college dance teaching resource database based on PSO algorithm is proposed. Multiple regression KNN method is used to eliminate the data noise of college dance teaching resource database, so as to obtain the missing value and complete the filling of incomplete data of college dance teaching resource database. Taking the preprocessed data as the basic element of transmission object statistics and analysis, establish the data transmission self-service channel of college dance teaching resource database, calculate the similarity of the data according to the unequal length sequence, and use the partial least square method to complete the feature extraction of the resource database data. According to the feature extraction results, particle swarm optimization algorithm is adopted to share the data of college dance teaching resource database. The simulation results show that the accuracy, recall, and F1 value of the data sharing method of college dance teaching resource database based on PSO algorithm are high, and the sharing time is short.
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spelling pubmed-94023342022-08-25 Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm ZhuGe, Xulong Cao, Haibin Comput Intell Neurosci Research Article Aiming at the problems of long sharing time, low accuracy, recall, and F1 value in the traditional data sharing method of college dance teaching resource database, a data sharing method of college dance teaching resource database based on PSO algorithm is proposed. Multiple regression KNN method is used to eliminate the data noise of college dance teaching resource database, so as to obtain the missing value and complete the filling of incomplete data of college dance teaching resource database. Taking the preprocessed data as the basic element of transmission object statistics and analysis, establish the data transmission self-service channel of college dance teaching resource database, calculate the similarity of the data according to the unequal length sequence, and use the partial least square method to complete the feature extraction of the resource database data. According to the feature extraction results, particle swarm optimization algorithm is adopted to share the data of college dance teaching resource database. The simulation results show that the accuracy, recall, and F1 value of the data sharing method of college dance teaching resource database based on PSO algorithm are high, and the sharing time is short. Hindawi 2022-08-17 /pmc/articles/PMC9402334/ /pubmed/36035821 http://dx.doi.org/10.1155/2022/2162981 Text en Copyright © 2022 Xulong ZhuGe and Haibin Cao. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
ZhuGe, Xulong
Cao, Haibin
Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm
title Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm
title_full Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm
title_fullStr Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm
title_full_unstemmed Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm
title_short Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm
title_sort data sharing method of college dance teaching resource database based on pso algorithm
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9402334/
https://www.ncbi.nlm.nih.gov/pubmed/36035821
http://dx.doi.org/10.1155/2022/2162981
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